For a 131GB model, the biggest difference would be to fit it all in RAM, eg get 192GB of RAM. Sorry if this is too obvious, but it's pointless to run an llm if it doesn't fit in ram, even if it's an MOE model. And also obviously, it may take a server motherboard and cpu to fit that much RAM.